kubewhy (ravisinghrajput95/kubewhy) is an MCP server listed on the M8ven Trust Index. It scores 74 out of 100, grade C. It declares 1 tool. No publisher has claimed this listing.

C
Emerging
74/100

kubewhy

Air-gapped Kubernetes root-cause analysis. Everything tells you what is broken; kubewhy tells you why — a local LLM reads real logs, events and resource limits to find the cause. Read-only, verifies its own claims, nothing leaves your network.

Emerging. No concerning findings. Grades remain capped until the project builds reputation through adoption. Grades reflect the full trust pyramid: code, verification depth, and reputation. New projects cap at C until adoption is earned.

How we verified

⚡ Live Monitored: not connected

Verified is a snapshot. Live keeps it current, and builds your track record.

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Who stands behind it

ravisinghrajput95

Source: github_repo_search

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Install from

The grade above is for the source repository. Registries can serve a different version, so we mark the ones we were not able to read.

// key findings
🚨
Secret credentials may flow to a network call
1 flow detected: OPENAI_API_KEY. We can’t prove the destination matches the brand the credential belongs to.
🔐
You'll be asked for 4 credentials: TRIAGE_API_TOKEN, OPENAI_API_KEY, SLACK_BOT_TOKEN, SLACK_APP_TOKEN
These are read from process.env at runtime. Make sure you trust where they’ll be sent.
// environment variables
To run this server yourself, you supply these values. They go in your own MCP client configuration and stay on your machine. The secret label means the value is sensitive, not that the server mishandles it.
🔐 secretTRIAGE_API_TOKENBearer token for machine callers; unset means no auth
configHOSTNAME
configTRIAGE_MODELModel name the provider serves
configTRIAGE_THINK
configTRIAGE_INVESTIGATION_BUDGET
configTRIAGE_AUDITOne audit record per investigation. 0 turns it off
configTRIAGE_AUDIT_LOGAppend audit records to this file as well as to the log stream
configTRIAGE_BACKEND
configOLLAMA_TIMEOUTSeconds before a model call is abandoned
configTRIAGE_OPENAI_BASE_URL
🔐 secretOPENAI_API_KEYCredential for an OpenAI-protocol provider
configOLLAMA_KEEP_ALIVEHow long Ollama holds the weights after a request, e.g. 24h. Forwarded on every call, because the client library does not read it. Unset means the server's own default (5m)
configTRIAGE_STUCK_AFTERSeconds a pod may sit in ContainerCreating or PodInitializing before the controller treats it as a fault rather than a start-up
configTRIAGE_LEASE_TTL
configTRIAGE_NAMESPACES
configTRIAGE_COOLDOWN
configTRIAGE_MAX_PER_HOUR
configTRIAGE_SKIP_EXISTING
configTRIAGE_STATE_DBWith set the result survives a restart of this process.
configTRIAGE_AUTH_MODEproxy, so it refuses a request carrying no identity header —
configTRIAGE_PRIMARY_RETRY_SECONDSHow long a failed primary is skipped before being tried again
configLOG_FORMATtext for human-readable logs
configLOG_LEVELStandard Python levels
configTRIAGE_POD_CACHE
configTRIAGE_POD_CACHE_MAX_AGE
configTRIAGE_SINK
configSLACK_WEBHOOK_URLIncoming webhook, bound to one channel
🔐 secretSLACK_BOT_TOKENBot token (xoxb-…). With SLACK_CHANNEL, posts via chat.postMessage and wins over a webhook
configSLACK_CHANNELBot token (xoxb-…). With SLACK_CHANNEL, posts via chat.postMessage and wins over a webhook
🔐 secretSLACK_APP_TOKENApp-level token (xapp-…) for the Socket Mode bot in slack_socket.py. Needs connections:write
configTRIAGE_JOB_TTLSeconds an /ask job result is kept before purging
configOLLAMA_HOSTBase URL. Falls back to OLLAMA_HOST for the ollama provider
configK8S_TIMEOUTmulti-megabyte response inside . Narrow with namespaces= — a
// quality suggestions

Tool annotations

No tools have read-only/destructive annotations

Add readOnlyHint or destructiveHint annotations to every tool so hosts can warn users before invoking.

All four hints declared on every tool

1/1 tools missing one or more hints — _tool (missing: readOnlyHint, destructiveHint, idempotentHint, openWorldHint). OpenAI's directory rejects tools where any of the four hints are missing or non-boolean.

For every tool, set all four hints (readOnlyHint, destructiveHint, idempotentHint, openWorldHint) to explicit true/false values that match the handler’s actual behaviour.

Claim the listing to review these findings one by one and send us a correction where you disagree, straight to the team. Claiming also means we tell you when the grade moves, and reach you first if we find anything urgent.

// full audit trail
The findings above are the summary. The full trail, every check we ran, each deduction, the network hosts observed and the dependency advisories, goes to verified publishers, along with an alert whenever a new one lands. Verified publishers can also review each finding and dispute it in one click. Publisher corrections have sharpened several of our checks this month, because the maintainer knows the codebase better than any scanner.
// improvement guidance — verified publishers only
We have 2 concrete improvements we can share with the publisher of this MCP. Each comes with specific guidance to raise the trust score.
// embed badge in your README
[![M8ven Score](https://m8ven.ai/badge/mcp/ravisinghrajput95/kubewhy)](https://m8ven.ai/mcp/ravisinghrajput95/kubewhy)
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commit: 408d9272ec5a856b07dd4bf36bbc1bb68b16a446
code hash: 6f56bc91510022dcadc312cdb2c7dbbb5a174708916389065f7a086637b506cd
view raw JSON →
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